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This is a Experimental Study study.

October 16, 2025Open Access

Role of scrambling and noise in temporal information processing with quantum systems

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Authors

WXWeijie XiongChengdu Fifth People's Hospital ZHZoë HolmesLos Alamos National Laboratory AAArmando AngrisaniÉcole Polytechnique Fédérale de Lausanne

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Implication

Analysis reveals exponential decay in memory retention with noisy channels in quantum systems, indicating effective scrambling may require careful scaling.

Key Points

Memory retention decays exponentially with both reservoir size and iterations due to noise effects.
In noiseless conditions, measurement readouts concentrate exponentially as the reservoir size increases, but generalization worsens without significant resource use.
Scrambling reservoirs show potential for temporal information processing, yet require careful consideration of scaling and initial conditions.
New proof techniques were developed to assess concentration bounds in complex temporal quantum models, highlighting the intricacies of quantum computation.

Cite This Study

Xiong et al. (2025) studied this question.

synapsesocial.com/papers/68f147cc724575985c3fd2b5 https://doi.org/10.48550/arxiv.2505.10080

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Implication

Analysis reveals exponential decay in memory retention with noisy channels in quantum systems, indicating effective scrambling may require careful scaling.

Role of scrambling and noise in temporal information processing with quantum systems

Discussion

Member takes

Implication

Key Points

Cite This Study

Role of scrambling and noise in temporal information processing with quantum systems

Discussion

Member takes

Implication

Key Points

Cite This Study

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